Back To Instruments

Model Disposition Map

The Disposition Map

What changes, what holds, and what separates across models. A candidate earns a place on this map only when it dissociates from the axes already established.

Status: public hub Established axes: 2 Candidate spoke: Lexical Register Candidate profile: Epistemic Discipline Rule: row before trait
Complete six-part disposition wheel showing Ground Transfer and Frame Shift as replicated axes, Stability as earned, and Lexical Register, Response Architecture, and Epistemic Discipline as candidates.
The current disposition wheel. The circle now carries six live attributes with no vacant spoke. Two axes are replicated across five authors; Stability is earned; Lexical Register and Response Architecture are candidate-replicated. Epistemic Discipline is a method-grade candidate profile—sensitivity, specificity, and flaw-family salience—not a single ladder. Outside audit is still owed.

Current map entries

Open the traits

Replicated axis Ground Transfer Does it keep the material?

Ground Drift measures whether a Zexel-transformed answer carried, shed, added, or changed the factual ground of its native answer.

Open Ground Drift / Ground Transfer →
Replicated axis Frame Shift Does it keep the question?

Frame Movement measures whether the governing stance, lens, conclusion, or question survived the transformation.

Open Frame Movement / Frame Shift →
Candidate spoke Lexical Register What words does it reach for?

Lexical Register measures word level, rarity, repetition, length, hedging, certainty, and distinctive phrasing across matched prompts.

Open Lexical Register →
Specimen layer Voice DNA How does the answer sound?

Voice DNA is a judge-free chart family for native and Zexel-transformed voice: vocabulary, length, formatting, hedging, certainty, syntax, and first-person register.

Open Voice DNA →
Exploratory signal Opening Conduct What is the first move?

Opening Conduct maps behavior before a stable conversational frame exists: voids, observer-aware openings, mirror prompts, and relational first moves.

Open Opening Conduct →
Candidate profile · method-grade Epistemic Discipline When does it intervene—and when does it correctly leave a sound frame alone?

Epistemic Twin now resolves three coordinates: intervention sensitivity, intervention specificity, and which flaw families become salient.

Open the Epistemic Twin record →
Atlas seed Response Atlas Where do answers settle?

The Response Atlas maps 622 native answers by architecture: surface scaffolding, internal binding, question pressure, and migration across response space.

Open Response Atlas →

The Rule

The Disposition Probe is built to prevent the map from multiplying names faster than the evidence can separate them. A candidate does not become a spoke because it sounds important. It earns a place only if it moves independently of Ground Transfer and Frame Shift.

No trait name travels without the row that earned it.

The Current Shape

Ground Transfer and Frame Shift are the first established pair. On the same five-author corpus, three models shed ground; only Gemini also moves the frame. That means shedding material and changing the governing question are not the same behavior.

Map regionCurrent occupantsRead
Keep ground · keep frameClaude, GPTKeeper / keeper.
Shed ground · keep frameGrok, QwenHonest shedder: loses material but keeps the question.
Shed ground · move frameGeminiThe knife: loses material and changes the question.
Keep ground · move frameEmptyDo not fill by speculation.

Epistemic Discipline: Profile, Not Scalar

The second Epistemic Twin roll confirmed that models differ in when they challenge a task, but it also broke the idea that this behavior belongs on one “more disciplined” ladder. Claude intervened on more flawed prompts and produced the study’s only sound-twin false alarms. The other four models intervened less often and left every sound twin alone. The candidate is therefore a profile, not a rank.

Profile coordinateCurrent readMeaning
Intervention sensitivityClaude 60% · field 20–40%How often a real flaw becomes load-bearing in the answer.
Intervention specificityClaude 60% · field 100%Whether a corrected or sound frame is correctly left alone.
Flaw-family salience90% premise · 70% dichotomy · 10% incentive · 0% stakeholderWhich kinds of defect become visible enough to govern the response.

The universal hidden-incentive floor is refuted: four models remained at floor while Claude rose to 3.50. The profile remains capped at method-grade pending outside human audit. A targeted dissociation test is also owed because Claude’s sensitivity and false alarms may partly reflect Opening Conduct—a broader tendency to reopen the frame.

The Evidence Plates

These charts show the current disposition map as measured readings. They are not timeless model traits; they are the present public read from the named runs and sources.

Ground × frame map.
Ground × frame map. Three models shed the ground; only Gemini also moves the frame. This is the central dissociation behind the map.
Ground Transfer: keeps the material.
Ground Transfer: keeps the material. Across two independent rolls, Claude and GPT remain keepers while Gemini, Grok, and Qwen remain shedders.
Frame Shift: keeps the question.
Frame Shift: keeps the question. Across two independent rolls, Qwen, Claude, Grok, and GPT keep the frame; Gemini is the lone mover.
Stability: grip under re-observation.
Stability: grip under re-observation. Stability is earned but not locked: the shedder camp splits, so grip does not collapse into Ground Transfer.
Disposition Probe scoreboard.
Disposition Probe scoreboard. The probe records both promotions and collapses. Fewer real axes than candidate names is the intended discipline.

What Is Still Owed

Stability is earned but not yet locked by a five-author same-instrument run. Lexical Register is a candidate-spoke validated by independent lexical rulers and larger samples, with public-readout custody still owed. Epistemic Discipline is a method-grade candidate intervention profile and remains capped until outside human audit; its Opening Conduct dissociation is the standing qualifier. Compression Survival remains under probe.